{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-08T06:53:16.247301Z",
     "start_time": "2025-05-08T06:53:13.324863Z"
    },
    "executionInfo": {
     "elapsed": 8251,
     "status": "ok",
     "timestamp": 1650011468229,
     "user": {
      "displayName": "Sam Lu",
      "userId": "15789059763790170725"
     },
     "user_tz": -480
    },
    "id": "BQXVYW2T_DcQ"
   },
   "outputs": [],
   "source": [
    "import gym\n",
    "import torch\n",
    "import torch.nn.functional as F\n",
    "import numpy as np\n",
    "import os\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import tqdm\n",
    "import GridWorld_v5\n",
    "import draw\n",
    "\n",
    "import utils"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 这个可以跳过，效果不好"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-08T06:53:16.254523Z",
     "start_time": "2025-05-08T06:53:16.247301Z"
    },
    "executionInfo": {
     "elapsed": 6,
     "status": "ok",
     "timestamp": 1650011468231,
     "user": {
      "displayName": "Sam Lu",
      "userId": "15789059763790170725"
     },
     "user_tz": -480
    },
    "id": "w0W82SjM_DcS"
   },
   "outputs": [],
   "source": [
    "class REINFORCE:\n",
    "    def __init__(self, state_dim, hidden_dim, action_dim, env_row, env_column, learning_rate, gamma):\n",
    "        self.action_dim = action_dim\n",
    "        self.state_dim =state_dim\n",
    "\n",
    "        self.env_row = env_row\n",
    "        self.env_column = env_column\n",
    "        \n",
    "        self.policy_tabular = np.full((env_row * env_column, action_dim), 1/action_dim)\n",
    "        self.learning_rate = learning_rate\n",
    "        \n",
    "        self.gamma = gamma  # 折扣因子\n",
    "        self.epsilon = 1\n",
    "\n",
    "    def take_action(self, state):  # 根据动作概率分布随机采样 #state都是（x，y）的\n",
    "        if np.random.rand() < self.epsilon:\n",
    "            return np.random.choice(self.action_dim)\n",
    "        else:\n",
    "            x, y = state[0], state[1]\n",
    "            now_frame_probabilities  = self.policy_tabular[x *self.env_column + y]\n",
    "            action = np.random.choice(self.action_dim, p=now_frame_probabilities)\n",
    "            return action\n",
    "\n",
    "    # def getSoftmaxProbabilities(self, state):\n",
    "        \n",
    "    \n",
    "    def update(self, transition_dict):\n",
    "        reward_list = transition_dict['rewards']\n",
    "        state_list = transition_dict['states']\n",
    "        action_list = transition_dict['actions']\n",
    "\n",
    "        G = 0\n",
    "        losses = [[[]for j in range(self.action_dim)] for i in range(self.env_column * self.env_row)]\n",
    "        tmp = None\n",
    "        for i in reversed(range(len(reward_list))):  # 从最后一步算起\n",
    "\n",
    "            reward = reward_list[i]\n",
    "            state = state_list[i]\n",
    "            x,y = state[0],state[1]\n",
    "            action = action_list[i]\n",
    "            \n",
    "            grad = 1 / self.policy_tabular[x*5+y][action] #这里的3行是主要改变的地方\n",
    "            grad = max(0, grad) #grad处理到0到10之间\n",
    "            grad = min(10, grad)\n",
    "            # grad = 1\n",
    "            \n",
    "            G = self.gamma * G + reward\n",
    "            loss = grad * G  # 每一步的损失函数 注意这里还没加减号\n",
    "            # print(x,y)\n",
    "            losses[x*self.env_column+y][action].append(loss)\n",
    "            \n",
    "        #求个平均，免得一次更新那么多，梯度爆炸\n",
    "        # loss = np.array([[sum(losses[i][j]) / len(losses[i][j] ) if len(losses[i][j] )!=0 else 0 for j in range(self.action_dim)] for i in range(self.env_column * self.env_row)])\n",
    "        loss_mean = np.array([[sum(losses[i][j]) / len(losses[i][j] ) if len(losses[i][j])!=0 else 0 for j in range(self.action_dim)] for i in range(self.env_column * self.env_row)])\n",
    "        loss_sum = np.array([[sum(losses[i][j]) if len(losses[i][j])!=0 else 0 for j in range(self.action_dim)] for i in range(self.env_column * self.env_row)])\n",
    "        loss = loss_sum\n",
    "        \n",
    "        loss = loss / 10\n",
    "        self.loss = loss\n",
    "        #更新参数\n",
    "        self.policy_tabular += loss * self.learning_rate #梯度上升，为了提升总奖励\n",
    "\n",
    "        #重新规范化，把概率总和变成0~1\n",
    "        self.policy_tabular = np.clip(self.policy_tabular, 0.001, 1) #把小于0的概率规范化成0\n",
    "        self.policy_tabular = self.policy_tabular/self.policy_tabular.sum(axis=1)[:,None]\n",
    "        self.policy_tabular = np.nan_to_num(self.policy_tabular, nan=1 / self.action_dim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-08T06:53:16.260489Z",
     "start_time": "2025-05-08T06:53:16.255748Z"
    }
   },
   "outputs": [],
   "source": [
    "def train(hyperparameters, img_path):\n",
    "    rows = 5      #记得行数和列数这里要同步改\n",
    "    columns = 5\n",
    "    \n",
    "    forbiddenAreaScore = hyperparameters['forbiddenAreaScore']\n",
    "    targetAreaScore = hyperparameters['targetAreaScore']\n",
    "    hitWallScore = hyperparameters['hitWallScore']\n",
    "    moveScore = hyperparameters['moveScore']\n",
    "    start_state = hyperparameters['start_state']\n",
    "    action_space = hyperparameters['action_space']\n",
    "    learning_rate = hyperparameters['learning_rate']\n",
    "    num_episodes = hyperparameters['num_episodes']\n",
    "    hidden_dim = hyperparameters['hidden_dim']\n",
    "    gamma = hyperparameters['gamma']\n",
    "    \n",
    "    env = GridWorld_v5.GridWorld_v5(initState=start_state, moveScore=moveScore, action_space=action_space, forbiddenAreaScore=forbiddenAreaScore, score=targetAreaScore, hitWallScore = hitWallScore,\n",
    "                                    desc = [\".....\",\".##..\",\"..#..\",\".#T#.\",\".#...\"]) \n",
    "    \n",
    "    # env = GridWorld_v5.GridWorld_v5(initState=start_state, moveScore=moveScore, action_space=action_space, forbiddenAreaScore=forbiddenAreaScore, score=targetAreaScore, hitWallScore = hitWallScore,\n",
    "    #                                 desc = [\"...#..T\",\n",
    "    #                                         \".....#.\"]) \n",
    "    \n",
    "    # env = GridWorld_v5.GridWorld_v5(initState=start_state, moveScore=moveScore, action_space=action_space, forbiddenAreaScore=forbiddenAreaScore, score=targetAreaScore, hitWallScore = hitWallScore,\n",
    "    #                                 desc = [\"...#...\",\n",
    "    #                                         \".....#T\"]) \n",
    "    \n",
    "    agent = REINFORCE(state_dim = env.get_observation_space(), \n",
    "              hidden_dim = hidden_dim, \n",
    "              action_dim = env.get_action_space(), \n",
    "              env_row = env.rows, \n",
    "              env_column = env.columns, \n",
    "              learning_rate = learning_rate, \n",
    "              gamma = gamma)\n",
    "\n",
    "    return_list = []\n",
    "\n",
    "    epsilon = hyperparameters['begin_epsilon'] #这里是0，只有这里和上个代码有区别\n",
    "    final_epsilon = hyperparameters['final_epsilon'] #这里传的也是0\n",
    "    for i in tqdm(range(num_episodes)):# 10000\n",
    "        if(epsilon > final_epsilon) :\n",
    "            epsilon -= hyperparameters['gamma_minus_each_episodes']\n",
    "        else:\n",
    "            epsilon = final_epsilon\n",
    "        agent.epsilon = epsilon\n",
    "\n",
    "        episode_return = 0\n",
    "        transition_dict = {\n",
    "            'states': [],\n",
    "            'actions': [],\n",
    "            'next_states': [],\n",
    "            'rewards': [],\n",
    "            'dones': []\n",
    "        }\n",
    "        state = env.reset()\n",
    "        done = False\n",
    "        cnt = 0\n",
    "        while not done:\n",
    "            cnt = cnt + 1\n",
    "            action = agent.take_action(state) ########\n",
    "            next_state, reward, done, _ = env.step(action)\n",
    "            transition_dict['states'].append(state)\n",
    "            transition_dict['actions'].append(action)\n",
    "            transition_dict['next_states'].append(next_state)\n",
    "            transition_dict['rewards'].append(reward)\n",
    "            transition_dict['dones'].append(done)\n",
    "            state = next_state\n",
    "            episode_return += reward\n",
    "\n",
    "            # if episode_return <= forbiddenAreaScore*2:\n",
    "            #     break  #如果被惩罚了两次，那么就跳出迭代，开始扣分！！\n",
    "\n",
    "            if cnt>hyperparameters['exploring_step']:\n",
    "                break\n",
    "            \n",
    "        return_list.append(episode_return)\n",
    "        pre_frame_probabilities = agent.policy_tabular.copy()\n",
    "\n",
    "        agent.update(transition_dict)\n",
    "\n",
    "        now_frame_probabilities = agent.policy_tabular\n",
    "        if i % 20000 == 0:\n",
    "            draw.plot_policy(pre_frame_probabilities, now_frame_probabilities, agent.loss , transition_dict['states'], env.get_map_description(), img_path+f\"epi-{i}\")\n",
    "    draw.plot_policy(pre_frame_probabilities, now_frame_probabilities, agent.loss , transition_dict['states'], env.get_map_description(), img_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-08T06:53:39.171006Z",
     "start_time": "2025-05-08T06:53:16.261493Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "experiments/Penalty-200_Score50_State(0~24)/Penalty-200_Score50_State10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/100000 [00:00<?, ?it/s]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 19%|█▉        | 19387/100000 [00:03<00:09, 8774.87it/s]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 39%|███▉      | 39382/100000 [00:06<00:06, 9150.92it/s]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 60%|█████▉    | 59819/100000 [00:11<00:09, 4096.90it/s]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 80%|███████▉  | 79905/100000 [00:17<00:05, 3936.19it/s]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100000/100000 [00:22<00:00, 4368.73it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hyperparameters = {\n",
    "    'forbiddenAreaScore': -200,  #踩陷阱和碰壁的惩罚\n",
    "    'hitWallScore': -100,\n",
    "    'targetAreaScore': 50,     #奖励\n",
    "    'moveScore': -1,            #移动惩罚\n",
    "    'action_space': 4,         \n",
    "    'learning_rate': 0.01,    \n",
    "    'hidden_dim': 512,\n",
    "    'gamma': 0.95,              #折扣因子\n",
    "    'num_episodes': 100000,      #训练轮次，每次训练epsilon -= gamma_minus_each_episodes\n",
    "    'start_state': 10,\n",
    "    'exploring_step':40, ##########################\n",
    "    \n",
    "    'begin_epsilon':0,\n",
    "    'final_epsilon':0,\n",
    "    'gamma_minus_each_episodes':0.00001\n",
    "}\n",
    "\n",
    "start_state = hyperparameters['start_state']\n",
    "\n",
    "# 创建 images 文件夹（如果不存在）\n",
    "experiment_name = f\"Penalty{hyperparameters['forbiddenAreaScore']}_Score{hyperparameters['targetAreaScore']}_State\"\n",
    "output_dir = f\"experiments/{experiment_name}(0~24)/\"\n",
    "if not os.path.exists(output_dir):\n",
    "    os.makedirs(output_dir)\n",
    "# 图片文件路径\n",
    "\n",
    "img_name = f\"{experiment_name}{start_state}\"\n",
    "img_path = os.path.join(output_dir, img_name)\n",
    "xlsx_path = os.path.join(output_dir, experiment_name+\".xlsx\")\n",
    "print(img_path)\n",
    "train(hyperparameters, img_path)\n",
    "\n",
    "utils.write_excel(hyperparameters ,img_path+'.png', bias = start_state, xlsx_path=xlsx_path, highlights=['start_state'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-08T06:53:39.174107Z",
     "start_time": "2025-05-08T06:53:39.172011Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 573
    },
    "executionInfo": {
     "elapsed": 1119,
     "status": "ok",
     "timestamp": 1650011571858,
     "user": {
      "displayName": "Sam Lu",
      "userId": "15789059763790170725"
     },
     "user_tz": -480
    },
    "id": "09ibOQwF_DcU",
    "outputId": "8762c94b-cc26-458a-cb3d-d1bb6b105089"
   },
   "outputs": [],
   "source": [
    "# episodes_list = list(range(len(return_list)))\n",
    "# plt.plot(episodes_list, return_list)\n",
    "# plt.xlabel('Episodes')\n",
    "# plt.ylabel('Returns')\n",
    "# plt.title('REINFORCE on {}'.format(env_name))\n",
    "# plt.show()\n",
    "\n",
    "# mv_return = rl_utils.moving_average(return_list, 9)\n",
    "# plt.plot(episodes_list, mv_return)\n",
    "# plt.xlabel('Episodes')\n",
    "# plt.ylabel('Returns')\n",
    "# plt.title('REINFORCE on {}'.format(env_name))\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
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     "end_time": "2025-05-08T06:53:39.176619Z",
     "start_time": "2025-05-08T06:53:39.174107Z"
    }
   },
   "outputs": [],
   "source": []
  }
 ],
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   "collapsed_sections": [],
   "name": "第9章-策略梯度算法.ipynb",
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